Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 43.1 KiB |
| Average record size in memory | 88.3 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:27:48.668058 |
|---|---|
| Analysis finished | 2020-08-25 00:28:07.395049 |
| Duration | 18.73 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz5 is highly correlated with oz3 | High correlation |
oz3 is highly correlated with oz5 | High correlation |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2367963790893555e-09 |
|---|---|
| Minimum | -2.182015895843506 |
| Maximum | 2.3030824661254883 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.182015896 |
|---|---|
| 5-th percentile | -1.587574285 |
| Q1 | -0.7330114841 |
| median | -0.09320949763 |
| Q3 | 0.7945423424 |
| 95-th percentile | 1.612203246 |
| Maximum | 2.303082466 |
| Range | 4.485098362 |
| Interquartile range (IQR) | 1.527553827 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | 808540532.3 |
| Kurtosis | -0.8583043058 |
| Mean | 1.236796379e-09 |
| Median Absolute Deviation (MAD) | 0.7666672766 |
| Skewness | 0.04198504475 |
| Sum | 6.183981895e-07 |
| Variance | 1.000000005 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.4511706233 | 1 | 0.2% | |
| -1.074929237 | 1 | 0.2% | |
| -0.3728770018 | 1 | 0.2% | |
| 0.3361084163 | 1 | 0.2% | |
| -1.02537632 | 1 | 0.2% | |
| 0.6312039495 | 1 | 0.2% | |
| -0.2325082272 | 1 | 0.2% | |
| 1.543661952 | 1 | 0.2% | |
| -0.02308217064 | 1 | 0.2% | |
| 0.9730054736 | 1 | 0.2% | |
| -1.117825627 | 1 | 0.2% | |
| -1.119842887 | 1 | 0.2% | |
| -0.5775010586 | 1 | 0.2% | |
| 1.613990426 | 1 | 0.2% | |
| -0.4851739407 | 1 | 0.2% | |
| -1.180406928 | 1 | 0.2% | |
| 1.612109184 | 1 | 0.2% | |
| 0.104415223 | 1 | 0.2% | |
| 0.2232556343 | 1 | 0.2% | |
| -0.8382552266 | 1 | 0.2% | |
| 0.5023187995 | 1 | 0.2% | |
| 0.6361116767 | 1 | 0.2% | |
| 1.502090573 | 1 | 0.2% | |
| 0.2469768822 | 1 | 0.2% | |
| -0.3468688428 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.182015896 | 1 | 0.2% | |
| -2.078228235 | 1 | 0.2% | |
| -2.076267004 | 1 | 0.2% | |
| -2.035104036 | 1 | 0.2% | |
| -1.976366758 | 1 | 0.2% | |
| -1.952198625 | 1 | 0.2% | |
| -1.931620836 | 1 | 0.2% | |
| -1.924153447 | 1 | 0.2% | |
| -1.89996767 | 1 | 0.2% | |
| -1.888834596 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2.303082466 | 1 | 0.2% | |
| 2.109645367 | 1 | 0.2% | |
| 2.093262911 | 1 | 0.2% | |
| 2.001922369 | 1 | 0.2% | |
| 1.977721214 | 1 | 0.2% | |
| 1.962219715 | 1 | 0.2% | |
| 1.958475947 | 1 | 0.2% | |
| 1.944393516 | 1 | 0.2% | |
| 1.875040174 | 1 | 0.2% | |
| 1.866088748 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.338821887969971e-10 |
|---|---|
| Minimum | -1.6521769762039185 |
| Maximum | 1.6996958255767822 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.652176976 |
|---|---|
| 5-th percentile | -1.533615953 |
| Q1 | -0.8653020263 |
| median | -0.07433986291 |
| Q3 | 0.8689539433 |
| 95-th percentile | 1.580094606 |
| Maximum | 1.699695826 |
| Range | 3.351872802 |
| Interquartile range (IQR) | 1.73425597 |
Descriptive statistics
| Standard deviation | 1.000000005 |
|---|---|
| Coefficient of variation (CV) | -1362616535 |
| Kurtosis | -1.214606377 |
| Mean | -7.338821888e-10 |
| Median Absolute Deviation (MAD) | 0.8728077412 |
| Skewness | 0.04495610459 |
| Sum | -3.669410944e-07 |
| Variance | 1.00000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.329852343 | 1 | 0.2% | |
| -1.176478863 | 1 | 0.2% | |
| -0.5247423649 | 1 | 0.2% | |
| -0.6741581559 | 1 | 0.2% | |
| -0.2228177488 | 1 | 0.2% | |
| 1.401054502 | 1 | 0.2% | |
| 0.3517301381 | 1 | 0.2% | |
| 0.9166557789 | 1 | 0.2% | |
| 0.6145963073 | 1 | 0.2% | |
| -0.9466301799 | 1 | 0.2% | |
| 0.3757596016 | 1 | 0.2% | |
| -0.07291889191 | 1 | 0.2% | |
| 1.399127841 | 1 | 0.2% | |
| -0.8733216524 | 1 | 0.2% | |
| 0.626441896 | 1 | 0.2% | |
| -0.02653934062 | 1 | 0.2% | |
| 0.1556109488 | 1 | 0.2% | |
| 0.03627691045 | 1 | 0.2% | |
| -0.151944235 | 1 | 0.2% | |
| -0.5501610041 | 1 | 0.2% | |
| -0.9153957367 | 1 | 0.2% | |
| -0.242521584 | 1 | 0.2% | |
| 0.8333677053 | 1 | 0.2% | |
| 0.8890325427 | 1 | 0.2% | |
| -1.539787292 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.652176976 | 1 | 0.2% | |
| -1.643651605 | 1 | 0.2% | |
| -1.634440541 | 1 | 0.2% | |
| -1.621470571 | 1 | 0.2% | |
| -1.620766401 | 1 | 0.2% | |
| -1.613028646 | 1 | 0.2% | |
| -1.611158252 | 1 | 0.2% | |
| -1.60796535 | 1 | 0.2% | |
| -1.607566237 | 1 | 0.2% | |
| -1.603125095 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.699695826 | 1 | 0.2% | |
| 1.697548628 | 1 | 0.2% | |
| 1.697314978 | 1 | 0.2% | |
| 1.691007733 | 1 | 0.2% | |
| 1.689363837 | 1 | 0.2% | |
| 1.684045076 | 1 | 0.2% | |
| 1.682901382 | 1 | 0.2% | |
| 1.665583253 | 1 | 0.2% | |
| 1.661631465 | 1 | 0.2% | |
| 1.654925942 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.497195964679122e-09 |
|---|---|
| Minimum | -2.0540246963500977 |
| Maximum | 3.383193016052246 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.054024696 |
|---|---|
| 5-th percentile | -1.316987044 |
| Q1 | -0.7316944897 |
| median | -0.153934285 |
| Q3 | 0.5904056579 |
| 95-th percentile | 1.955146444 |
| Maximum | 3.383193016 |
| Range | 5.437217712 |
| Interquartile range (IQR) | 1.322100148 |
Descriptive statistics
| Standard deviation | 0.9999999994 |
|---|---|
| Coefficient of variation (CV) | -400449149.2 |
| Kurtosis | 0.3223191488 |
| Mean | -2.497195965e-09 |
| Median Absolute Deviation (MAD) | 0.6461506635 |
| Skewness | 0.7760453925 |
| Sum | -1.248597982e-06 |
| Variance | 0.9999999989 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.2424314916 | 1 | 0.2% | |
| 0.2678851187 | 1 | 0.2% | |
| -0.2887304425 | 1 | 0.2% | |
| 0.3175403178 | 1 | 0.2% | |
| 1.287741065 | 1 | 0.2% | |
| -0.5305911899 | 1 | 0.2% | |
| 0.811842382 | 1 | 0.2% | |
| -0.03352828324 | 1 | 0.2% | |
| -0.6350879073 | 1 | 0.2% | |
| 0.4796536863 | 1 | 0.2% | |
| 0.09244773537 | 1 | 0.2% | |
| 1.910810471 | 1 | 0.2% | |
| 0.5755231977 | 1 | 0.2% | |
| 1.172532201 | 1 | 0.2% | |
| -0.5916116238 | 1 | 0.2% | |
| -1.151062012 | 1 | 0.2% | |
| -0.6820114851 | 1 | 0.2% | |
| -0.8157678246 | 1 | 0.2% | |
| -0.2317751795 | 1 | 0.2% | |
| -1.003209352 | 1 | 0.2% | |
| -0.2024800628 | 1 | 0.2% | |
| -0.3522265553 | 1 | 0.2% | |
| -0.6613500714 | 1 | 0.2% | |
| -0.4034967422 | 1 | 0.2% | |
| 0.3424634039 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.054024696 | 1 | 0.2% | |
| -1.787013292 | 1 | 0.2% | |
| -1.743963361 | 1 | 0.2% | |
| -1.636765599 | 1 | 0.2% | |
| -1.622043014 | 1 | 0.2% | |
| -1.617237449 | 1 | 0.2% | |
| -1.609080315 | 1 | 0.2% | |
| -1.594315052 | 1 | 0.2% | |
| -1.579928994 | 1 | 0.2% | |
| -1.578956008 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 3.383193016 | 1 | 0.2% | |
| 3.092283249 | 1 | 0.2% | |
| 2.956151962 | 1 | 0.2% | |
| 2.936296463 | 1 | 0.2% | |
| 2.869397163 | 1 | 0.2% | |
| 2.853618622 | 1 | 0.2% | |
| 2.80115962 | 1 | 0.2% | |
| 2.79139924 | 1 | 0.2% | |
| 2.638987064 | 1 | 0.2% | |
| 2.514339209 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.3469252735376358e-10 |
|---|---|
| Minimum | -1.8704309463500977 |
| Maximum | 1.7110344171524048 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.870430946 |
|---|---|
| 5-th percentile | -1.636066639 |
| Q1 | -0.8032520562 |
| median | 0.05340874009 |
| Q3 | 0.8717503995 |
| 95-th percentile | 1.506763268 |
| Maximum | 1.711034417 |
| Range | 3.581465364 |
| Interquartile range (IQR) | 1.675002456 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -7424316847 |
| Kurtosis | -1.116656081 |
| Mean | -1.346925274e-10 |
| Median Absolute Deviation (MAD) | 0.8431550581 |
| Skewness | -0.05837882486 |
| Sum | -6.734626368e-08 |
| Variance | 1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.187499285 | 1 | 0.2% | |
| -0.990547359 | 1 | 0.2% | |
| -0.6830444932 | 1 | 0.2% | |
| -0.3238770366 | 1 | 0.2% | |
| -0.3280349672 | 1 | 0.2% | |
| 1.001362801 | 1 | 0.2% | |
| -1.811135054 | 1 | 0.2% | |
| -1.342393041 | 1 | 0.2% | |
| 0.1040306166 | 1 | 0.2% | |
| -0.6364178061 | 1 | 0.2% | |
| -0.7297953963 | 1 | 0.2% | |
| 0.7581164241 | 1 | 0.2% | |
| 1.063341737 | 1 | 0.2% | |
| 1.231082559 | 1 | 0.2% | |
| -1.426399112 | 1 | 0.2% | |
| -1.004534483 | 1 | 0.2% | |
| 1.465523958 | 1 | 0.2% | |
| -1.668600321 | 1 | 0.2% | |
| -0.9733154178 | 1 | 0.2% | |
| 1.611853719 | 1 | 0.2% | |
| -1.635406852 | 1 | 0.2% | |
| 1.690096378 | 1 | 0.2% | |
| -0.5305993557 | 1 | 0.2% | |
| 0.3468435705 | 1 | 0.2% | |
| -0.3663752675 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.870430946 | 1 | 0.2% | |
| -1.868692636 | 1 | 0.2% | |
| -1.849692702 | 1 | 0.2% | |
| -1.839518666 | 1 | 0.2% | |
| -1.833780527 | 1 | 0.2% | |
| -1.824434519 | 1 | 0.2% | |
| -1.822814345 | 1 | 0.2% | |
| -1.815958381 | 1 | 0.2% | |
| -1.812080503 | 1 | 0.2% | |
| -1.811135054 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.711034417 | 1 | 0.2% | |
| 1.708883047 | 1 | 0.2% | |
| 1.708027482 | 1 | 0.2% | |
| 1.700317979 | 1 | 0.2% | |
| 1.698174 | 1 | 0.2% | |
| 1.697685003 | 1 | 0.2% | |
| 1.690096378 | 1 | 0.2% | |
| 1.684467196 | 1 | 0.2% | |
| 1.680544257 | 1 | 0.2% | |
| 1.680249214 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.6508856823804764e-09 |
|---|---|
| Minimum | -1.4666876792907717 |
| Maximum | 4.994360446929932 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.466687679 |
|---|---|
| 5-th percentile | -1.047098398 |
| Q1 | -0.6832123846 |
| median | -0.3202890158 |
| Q3 | 0.4444674999 |
| 95-th percentile | 2.17245034 |
| Maximum | 4.994360447 |
| Range | 6.461048126 |
| Interquartile range (IQR) | 1.127679884 |
Descriptive statistics
| Standard deviation | 0.9999999978 |
|---|---|
| Coefficient of variation (CV) | -605735459.7 |
| Kurtosis | 2.503528605 |
| Mean | -1.650885682e-09 |
| Median Absolute Deviation (MAD) | 0.4690162241 |
| Skewness | 1.526035605 |
| Sum | -8.254428412e-07 |
| Variance | 0.9999999956 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.2211918682 | 1 | 0.2% | |
| 2.348923445 | 1 | 0.2% | |
| 0.05262039602 | 1 | 0.2% | |
| -0.05122676119 | 1 | 0.2% | |
| 0.4654797316 | 1 | 0.2% | |
| -0.6790068746 | 1 | 0.2% | |
| -0.002789712744 | 1 | 0.2% | |
| -0.6594810486 | 1 | 0.2% | |
| -0.5735446811 | 1 | 0.2% | |
| -1.178341269 | 1 | 0.2% | |
| 3.467642784 | 1 | 0.2% | |
| 0.3473229706 | 1 | 0.2% | |
| 1.606090903 | 1 | 0.2% | |
| 1.502578735 | 1 | 0.2% | |
| 0.06852071732 | 1 | 0.2% | |
| 0.4017527401 | 1 | 0.2% | |
| 1.027076244 | 1 | 0.2% | |
| -0.1958804131 | 1 | 0.2% | |
| -0.1896546632 | 1 | 0.2% | |
| 0.4606100023 | 1 | 0.2% | |
| 2.544044256 | 1 | 0.2% | |
| -0.9368519783 | 1 | 0.2% | |
| -0.4583842754 | 1 | 0.2% | |
| 0.7942807078 | 1 | 0.2% | |
| -0.8470191956 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.466687679 | 1 | 0.2% | |
| -1.37099719 | 1 | 0.2% | |
| -1.353592753 | 1 | 0.2% | |
| -1.319486737 | 1 | 0.2% | |
| -1.309847474 | 1 | 0.2% | |
| -1.286752343 | 1 | 0.2% | |
| -1.284204245 | 1 | 0.2% | |
| -1.178341269 | 1 | 0.2% | |
| -1.173254013 | 1 | 0.2% | |
| -1.162435174 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 4.994360447 | 1 | 0.2% | |
| 3.657617569 | 1 | 0.2% | |
| 3.469688416 | 1 | 0.2% | |
| 3.467642784 | 1 | 0.2% | |
| 3.371208429 | 1 | 0.2% | |
| 3.314323902 | 1 | 0.2% | |
| 3.10299778 | 1 | 0.2% | |
| 3.029265642 | 1 | 0.2% | |
| 2.979423523 | 1 | 0.2% | |
| 2.956886053 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -9.264331310987473e-10 |
|---|---|
| Minimum | -2.0947365760803223 |
| Maximum | 3.898322582244873 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.094736576 |
|---|---|
| 5-th percentile | -1.360453838 |
| Q1 | -0.7266458571 |
| median | -0.1761063635 |
| Q3 | 0.6539099514 |
| 95-th percentile | 1.873107588 |
| Maximum | 3.898322582 |
| Range | 5.993059158 |
| Interquartile range (IQR) | 1.380555809 |
Descriptive statistics
| Standard deviation | 1.000000004 |
|---|---|
| Coefficient of variation (CV) | -1079408724 |
| Kurtosis | 0.1366666125 |
| Mean | -9.264331311e-10 |
| Median Absolute Deviation (MAD) | 0.6461686194 |
| Skewness | 0.6792138542 |
| Sum | -4.632165655e-07 |
| Variance | 1.000000007 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.2661111355 | 1 | 0.2% | |
| -1.102174044 | 1 | 0.2% | |
| -0.725148797 | 1 | 0.2% | |
| -1.219307423 | 1 | 0.2% | |
| 0.3243600428 | 1 | 0.2% | |
| 1.872413874 | 1 | 0.2% | |
| -1.133395791 | 1 | 0.2% | |
| 1.131445408 | 1 | 0.2% | |
| 0.1637443155 | 1 | 0.2% | |
| 0.9192410111 | 1 | 0.2% | |
| 1.281845212 | 1 | 0.2% | |
| 0.8987362981 | 1 | 0.2% | |
| 0.3800334036 | 1 | 0.2% | |
| -0.5471786857 | 1 | 0.2% | |
| 0.07877345383 | 1 | 0.2% | |
| -0.6604636312 | 1 | 0.2% | |
| -0.3937203288 | 1 | 0.2% | |
| -1.080694675 | 1 | 0.2% | |
| -0.1839153171 | 1 | 0.2% | |
| -0.6135917902 | 1 | 0.2% | |
| 0.2633399367 | 1 | 0.2% | |
| 0.4696997404 | 1 | 0.2% | |
| -0.5042228103 | 1 | 0.2% | |
| -0.5606641769 | 1 | 0.2% | |
| 1.014319181 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.094736576 | 1 | 0.2% | |
| -1.754641175 | 1 | 0.2% | |
| -1.734321713 | 1 | 0.2% | |
| -1.689022779 | 1 | 0.2% | |
| -1.687809825 | 1 | 0.2% | |
| -1.6804353 | 1 | 0.2% | |
| -1.674602747 | 1 | 0.2% | |
| -1.592071295 | 1 | 0.2% | |
| -1.53861475 | 1 | 0.2% | |
| -1.538330078 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 3.898322582 | 1 | 0.2% | |
| 3.038471937 | 1 | 0.2% | |
| 2.779144049 | 1 | 0.2% | |
| 2.686844349 | 1 | 0.2% | |
| 2.670611143 | 1 | 0.2% | |
| 2.600251913 | 1 | 0.2% | |
| 2.596288443 | 1 | 0.2% | |
| 2.544293165 | 1 | 0.2% | |
| 2.444382429 | 1 | 0.2% | |
| 2.347568274 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.227032721042633e-10 |
|---|---|
| Minimum | -1.813788890838623 |
| Maximum | 1.6325095891952517 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.813788891 |
|---|---|
| 5-th percentile | -1.645078737 |
| Q1 | -0.8521927595 |
| median | 0.1393411905 |
| Q3 | 0.8676157892 |
| 95-th percentile | 1.443181163 |
| Maximum | 1.632509589 |
| Range | 3.44629848 |
| Interquartile range (IQR) | 1.719808549 |
Descriptive statistics
| Standard deviation | 0.9999999996 |
|---|---|
| Coefficient of variation (CV) | -3098822002 |
| Kurtosis | -1.202313505 |
| Mean | -3.227032721e-10 |
| Median Absolute Deviation (MAD) | 0.8639413863 |
| Skewness | -0.149652907 |
| Sum | -1.613516361e-07 |
| Variance | 0.9999999992 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.162106633 | 1 | 0.2% | |
| 0.2388525903 | 1 | 0.2% | |
| 0.01006022189 | 1 | 0.2% | |
| -1.457636356 | 1 | 0.2% | |
| 1.307252884 | 1 | 0.2% | |
| -0.9983573556 | 1 | 0.2% | |
| 0.03113154136 | 1 | 0.2% | |
| 0.8596913815 | 1 | 0.2% | |
| -0.7249920368 | 1 | 0.2% | |
| -0.8733663559 | 1 | 0.2% | |
| 0.369301796 | 1 | 0.2% | |
| -1.635416865 | 1 | 0.2% | |
| 0.1188155487 | 1 | 0.2% | |
| 0.9108031392 | 1 | 0.2% | |
| -1.322927594 | 1 | 0.2% | |
| 1.617856741 | 1 | 0.2% | |
| -0.2838733494 | 1 | 0.2% | |
| 0.6214298606 | 1 | 0.2% | |
| -0.3055154085 | 1 | 0.2% | |
| 1.358698487 | 1 | 0.2% | |
| -0.5227998495 | 1 | 0.2% | |
| -0.8760406971 | 1 | 0.2% | |
| -0.2847895622 | 1 | 0.2% | |
| -0.5911647677 | 1 | 0.2% | |
| 0.1808205843 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.813788891 | 1 | 0.2% | |
| -1.813575745 | 1 | 0.2% | |
| -1.793138862 | 1 | 0.2% | |
| -1.783124089 | 1 | 0.2% | |
| -1.772724032 | 1 | 0.2% | |
| -1.768178463 | 1 | 0.2% | |
| -1.751735449 | 1 | 0.2% | |
| -1.74598825 | 1 | 0.2% | |
| -1.73807621 | 1 | 0.2% | |
| -1.737564206 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.632509589 | 1 | 0.2% | |
| 1.629493594 | 1 | 0.2% | |
| 1.622512341 | 1 | 0.2% | |
| 1.617856741 | 1 | 0.2% | |
| 1.612241745 | 1 | 0.2% | |
| 1.594205618 | 1 | 0.2% | |
| 1.577281594 | 1 | 0.2% | |
| 1.560640931 | 1 | 0.2% | |
| 1.555760503 | 1 | 0.2% | |
| 1.544026852 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.846392691135407e-10 |
|---|---|
| Minimum | -1.7033414840698242 |
| Maximum | 1.7674155235290527 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.703341484 |
|---|---|
| 5-th percentile | -1.506660914 |
| Q1 | -0.879682526 |
| median | -0.03123112395 |
| Q3 | 0.8855373859 |
| 95-th percentile | 1.557325715 |
| Maximum | 1.767415524 |
| Range | 3.470757008 |
| Interquartile range (IQR) | 1.765219912 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -1274471009 |
| Kurtosis | -1.206204486 |
| Mean | -7.846392691e-10 |
| Median Absolute Deviation (MAD) | 0.878462404 |
| Skewness | 0.05881849628 |
| Sum | -3.923196346e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.042963505 | 1 | 0.2% | |
| 0.9544435143 | 1 | 0.2% | |
| 1.744348168 | 1 | 0.2% | |
| -0.7058644295 | 1 | 0.2% | |
| 1.344400048 | 1 | 0.2% | |
| 1.541668534 | 1 | 0.2% | |
| -1.076827765 | 1 | 0.2% | |
| 0.03739402816 | 1 | 0.2% | |
| 1.063159943 | 1 | 0.2% | |
| -1.022148967 | 1 | 0.2% | |
| -1.38605094 | 1 | 0.2% | |
| 0.7874448895 | 1 | 0.2% | |
| 1.533875108 | 1 | 0.2% | |
| 0.8235794902 | 1 | 0.2% | |
| 0.9114729166 | 1 | 0.2% | |
| 1.637404203 | 1 | 0.2% | |
| -1.352298141 | 1 | 0.2% | |
| -0.4767350554 | 1 | 0.2% | |
| 1.358112454 | 1 | 0.2% | |
| 0.8099171519 | 1 | 0.2% | |
| 0.8021051884 | 1 | 0.2% | |
| -1.130928755 | 1 | 0.2% | |
| -0.7923434377 | 1 | 0.2% | |
| 1.033908248 | 1 | 0.2% | |
| -0.08378446847 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.703341484 | 1 | 0.2% | |
| -1.693416595 | 1 | 0.2% | |
| -1.687241316 | 1 | 0.2% | |
| -1.685523152 | 1 | 0.2% | |
| -1.685329914 | 1 | 0.2% | |
| -1.678611636 | 1 | 0.2% | |
| -1.678523183 | 1 | 0.2% | |
| -1.664126754 | 1 | 0.2% | |
| -1.663737774 | 1 | 0.2% | |
| -1.653986931 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.767415524 | 1 | 0.2% | |
| 1.761186957 | 1 | 0.2% | |
| 1.751998663 | 1 | 0.2% | |
| 1.751355171 | 1 | 0.2% | |
| 1.75089097 | 1 | 0.2% | |
| 1.744348168 | 1 | 0.2% | |
| 1.738630295 | 1 | 0.2% | |
| 1.725587845 | 1 | 0.2% | |
| 1.723834276 | 1 | 0.2% | |
| 1.722267151 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0710209608078003e-11 |
|---|---|
| Minimum | -1.731812596321106 |
| Maximum | 1.6978249549865725 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.731812596 |
|---|---|
| 5-th percentile | -1.566685426 |
| Q1 | -0.898710832 |
| median | -0.003703104216 |
| Q3 | 0.8872013986 |
| 95-th percentile | 1.516347241 |
| Maximum | 1.697824955 |
| Range | 3.429637551 |
| Interquartile range (IQR) | 1.785912231 |
Descriptive statistics
| Standard deviation | 0.9999999977 |
|---|---|
| Coefficient of variation (CV) | 9.336885404e+10 |
| Kurtosis | -1.209643193 |
| Mean | 1.071020961e-11 |
| Median Absolute Deviation (MAD) | 0.8919643032 |
| Skewness | -0.03973658532 |
| Sum | 5.355104804e-09 |
| Variance | 0.9999999954 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.275388002 | 1 | 0.2% | |
| -1.662097454 | 1 | 0.2% | |
| -0.4332648218 | 1 | 0.2% | |
| 0.7210229039 | 1 | 0.2% | |
| -1.615877271 | 1 | 0.2% | |
| -1.120339155 | 1 | 0.2% | |
| -1.205729365 | 1 | 0.2% | |
| -0.7708346248 | 1 | 0.2% | |
| 1.516281724 | 1 | 0.2% | |
| 0.06620340049 | 1 | 0.2% | |
| 1.260417104 | 1 | 0.2% | |
| 1.092464447 | 1 | 0.2% | |
| -0.2283224314 | 1 | 0.2% | |
| 1.137750149 | 1 | 0.2% | |
| 0.5364724994 | 1 | 0.2% | |
| -1.293656349 | 1 | 0.2% | |
| -1.56716311 | 1 | 0.2% | |
| 0.8870652914 | 1 | 0.2% | |
| -0.09525828063 | 1 | 0.2% | |
| 0.1154344976 | 1 | 0.2% | |
| 1.170629144 | 1 | 0.2% | |
| -0.8372702003 | 1 | 0.2% | |
| 0.5218416452 | 1 | 0.2% | |
| -1.056655526 | 1 | 0.2% | |
| -1.496816993 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.731812596 | 1 | 0.2% | |
| -1.727881193 | 1 | 0.2% | |
| -1.716938019 | 1 | 0.2% | |
| -1.71604991 | 1 | 0.2% | |
| -1.712443709 | 1 | 0.2% | |
| -1.710883141 | 1 | 0.2% | |
| -1.691882849 | 1 | 0.2% | |
| -1.666538715 | 1 | 0.2% | |
| -1.662097454 | 1 | 0.2% | |
| -1.656463861 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.697824955 | 1 | 0.2% | |
| 1.694169521 | 1 | 0.2% | |
| 1.693532348 | 1 | 0.2% | |
| 1.693240404 | 1 | 0.2% | |
| 1.691597342 | 1 | 0.2% | |
| 1.690733314 | 1 | 0.2% | |
| 1.6906178 | 1 | 0.2% | |
| 1.674416184 | 1 | 0.2% | |
| 1.665645242 | 1 | 0.2% | |
| 1.661808252 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.838251233100891e-10 |
|---|---|
| Minimum | -1.7813730239868164 |
| Maximum | 1.7427693605422974 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.781373024 |
|---|---|
| 5-th percentile | -1.579803324 |
| Q1 | -0.8659646809 |
| median | 0.05214556307 |
| Q3 | 0.8416701704 |
| 95-th percentile | 1.547916901 |
| Maximum | 1.742769361 |
| Range | 3.524142385 |
| Interquartile range (IQR) | 1.707634851 |
Descriptive statistics
| Standard deviation | 0.9999999998 |
|---|---|
| Coefficient of variation (CV) | 1131445547 |
| Kurtosis | -1.193168769 |
| Mean | 8.838251233e-10 |
| Median Absolute Deviation (MAD) | 0.8464054242 |
| Skewness | -0.05578470199 |
| Sum | 4.419125617e-07 |
| Variance | 0.9999999995 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.183591127 | 1 | 0.2% | |
| 0.9991251826 | 1 | 0.2% | |
| 1.742769361 | 1 | 0.2% | |
| -1.134181142 | 1 | 0.2% | |
| -1.40173614 | 1 | 0.2% | |
| -0.6711938977 | 1 | 0.2% | |
| -1.215436459 | 1 | 0.2% | |
| -1.475518346 | 1 | 0.2% | |
| 1.671763539 | 1 | 0.2% | |
| -0.1587674022 | 1 | 0.2% | |
| 0.9905394316 | 1 | 0.2% | |
| -0.3898011744 | 1 | 0.2% | |
| -0.9535612464 | 1 | 0.2% | |
| -1.606083393 | 1 | 0.2% | |
| 0.7262355089 | 1 | 0.2% | |
| 1.14906621 | 1 | 0.2% | |
| -0.8590419888 | 1 | 0.2% | |
| -1.225971818 | 1 | 0.2% | |
| -1.391263843 | 1 | 0.2% | |
| 1.553180814 | 1 | 0.2% | |
| -0.5192527771 | 1 | 0.2% | |
| -1.213540912 | 1 | 0.2% | |
| -0.9979922175 | 1 | 0.2% | |
| 1.357628465 | 1 | 0.2% | |
| -0.07181881368 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.781373024 | 1 | 0.2% | |
| -1.778532624 | 1 | 0.2% | |
| -1.752968788 | 1 | 0.2% | |
| -1.747995853 | 1 | 0.2% | |
| -1.738316059 | 1 | 0.2% | |
| -1.728854775 | 1 | 0.2% | |
| -1.718966842 | 1 | 0.2% | |
| -1.709020734 | 1 | 0.2% | |
| -1.702636361 | 1 | 0.2% | |
| -1.699318767 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.742769361 | 1 | 0.2% | |
| 1.733998775 | 1 | 0.2% | |
| 1.731230855 | 1 | 0.2% | |
| 1.707276225 | 1 | 0.2% | |
| 1.707164645 | 1 | 0.2% | |
| 1.706717968 | 1 | 0.2% | |
| 1.70138514 | 1 | 0.2% | |
| 1.689426541 | 1 | 0.2% | |
| 1.676927686 | 1 | 0.2% | |
| 1.671763539 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8696300330134363e-10 |
|---|---|
| Minimum | -2.5621426105499268 |
| Maximum | 3.17509388923645 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.562142611 |
|---|---|
| 5-th percentile | -1.87171452 |
| Q1 | -0.605491221 |
| median | 0.1281313114 |
| Q3 | 0.7087292224 |
| 95-th percentile | 1.31906743 |
| Maximum | 3.175093889 |
| Range | 5.7372365 |
| Interquartile range (IQR) | 1.314220443 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | 5348651785 |
| Kurtosis | 0.06206761629 |
| Mean | 1.869630033e-10 |
| Median Absolute Deviation (MAD) | 0.6339848936 |
| Skewness | -0.2715675597 |
| Sum | 9.348150165e-08 |
| Variance | 1.000000003 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -2.035155773 | 1 | 0.2% | |
| 0.6409723759 | 1 | 0.2% | |
| 1.34830904 | 1 | 0.2% | |
| 0.1746429205 | 1 | 0.2% | |
| 0.7055273652 | 1 | 0.2% | |
| -0.1560889482 | 1 | 0.2% | |
| -0.2430030555 | 1 | 0.2% | |
| 0.7063895464 | 1 | 0.2% | |
| 0.4601293206 | 1 | 0.2% | |
| -1.102393985 | 1 | 0.2% | |
| -0.3878651559 | 1 | 0.2% | |
| 0.540379703 | 1 | 0.2% | |
| -0.06846031547 | 1 | 0.2% | |
| -1.704533577 | 1 | 0.2% | |
| -1.762409449 | 1 | 0.2% | |
| 0.3937300742 | 1 | 0.2% | |
| -0.8757004738 | 1 | 0.2% | |
| -0.5286717415 | 1 | 0.2% | |
| -0.6331676245 | 1 | 0.2% | |
| -0.11506778 | 1 | 0.2% | |
| 0.6683265567 | 1 | 0.2% | |
| 0.6908572912 | 1 | 0.2% | |
| 0.01561538596 | 1 | 0.2% | |
| 1.998773813 | 1 | 0.2% | |
| 0.8421615958 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.562142611 | 1 | 0.2% | |
| -2.491119385 | 1 | 0.2% | |
| -2.414865255 | 1 | 0.2% | |
| -2.399541616 | 1 | 0.2% | |
| -2.350734472 | 1 | 0.2% | |
| -2.327736139 | 1 | 0.2% | |
| -2.281479597 | 1 | 0.2% | |
| -2.248975515 | 1 | 0.2% | |
| -2.242668152 | 1 | 0.2% | |
| -2.203086138 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 3.175093889 | 1 | 0.2% | |
| 2.909957647 | 1 | 0.2% | |
| 2.835441351 | 1 | 0.2% | |
| 2.821285248 | 1 | 0.2% | |
| 2.561252594 | 1 | 0.2% | |
| 2.204270363 | 1 | 0.2% | |
| 2.201055765 | 1 | 0.2% | |
| 2.053371191 | 1 | 0.2% | |
| 2.03088069 | 1 | 0.2% | |
| 2.027721167 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.418047 | 0.211635 | 0.983468 | 1.465524 | 0.095959 | 0.425946 | 0.166982 | 0.256584 | -0.187842 | 0.401496 | 1.138993 |
| 1 | -0.281382 | -0.124388 | -0.431395 | -0.133318 | -0.685780 | 1.904947 | 1.126097 | 1.116114 | -1.086355 | 1.076542 | 0.823558 |
| 2 | -0.602158 | -0.400090 | 0.229804 | 1.450013 | -0.171570 | -0.168297 | -0.536330 | -0.958720 | -0.497796 | 0.482056 | 1.103625 |
| 3 | 0.413738 | 0.863128 | 0.199243 | -1.109375 | 0.066940 | 1.554778 | 0.398562 | 0.669211 | 1.296165 | 1.215163 | -1.886359 |
| 4 | -0.024579 | -0.022613 | 0.181330 | 0.292579 | -0.181987 | 0.445519 | 1.432216 | -1.465030 | -0.728453 | 0.177502 | 0.582443 |
| 5 | -0.130192 | 0.080439 | 0.871775 | 0.559060 | 0.235792 | 0.058165 | 1.317248 | -1.664127 | 1.445636 | -0.597615 | 0.711213 |
| 6 | 1.085078 | 0.666770 | 0.309454 | 0.327676 | 0.537280 | -0.278635 | 0.272891 | -0.677794 | -0.546386 | 0.489837 | -1.811117 |
| 7 | -0.875658 | -0.702688 | -0.412417 | 0.586572 | -0.350400 | 1.998969 | 1.338716 | 1.276243 | -0.896398 | 0.378154 | 0.672476 |
| 8 | -1.441856 | -0.950143 | -0.912036 | -0.959146 | -1.094314 | -0.706765 | -1.657634 | -0.310944 | -0.299504 | -0.895168 | -0.612123 |
| 9 | -1.560233 | -1.418625 | -1.403737 | 0.480123 | -0.910964 | 2.148216 | 1.155082 | 1.554559 | -0.506260 | 0.407849 | 0.415005 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 490 | 1.552190 | 0.962726 | 0.501549 | -0.449868 | 1.122378 | -0.096689 | 1.109177 | -1.023197 | 1.517592 | -0.452346 | -0.523032 |
| 491 | -1.073632 | -1.186437 | -1.095689 | -1.379145 | -0.762854 | -0.525192 | -0.301703 | -1.199937 | -1.056656 | 0.670028 | -0.538339 |
| 492 | -0.650751 | -0.104014 | 0.548608 | 0.905587 | -0.342186 | -0.908074 | -0.283873 | -1.024488 | -0.925950 | -0.806011 | 0.980483 |
| 493 | -0.679557 | -1.249957 | -1.617237 | 0.110414 | -0.909429 | 0.369764 | 0.228934 | -0.601651 | 1.074865 | 0.051701 | 0.759525 |
| 494 | 0.836525 | 1.427734 | -0.349674 | -0.895157 | -0.336699 | 2.297794 | 1.249003 | 1.358112 | -0.387579 | 0.852078 | -1.408836 |
| 495 | 0.559102 | 0.599597 | -0.661350 | -1.272904 | -0.025644 | 0.495718 | 0.540833 | 0.314823 | -1.632903 | -0.018034 | -1.804161 |
| 496 | 1.589647 | 1.406131 | 2.188486 | 1.201722 | 2.858878 | 1.569049 | 0.368696 | 1.295351 | 0.610219 | 1.600076 | 2.201056 |
| 497 | 1.035515 | 1.691008 | -1.042607 | -1.319776 | -0.512589 | -1.254787 | -0.185469 | -1.346818 | 0.016264 | -1.267434 | 0.082616 |
| 498 | 0.335959 | 0.361643 | -0.589462 | -0.347143 | -0.391881 | -0.376544 | -1.084070 | -0.117421 | 0.545471 | 1.134163 | -0.916912 |
| 499 | -0.201218 | -0.080412 | -1.263899 | -1.100934 | -0.686473 | 0.870743 | 0.824194 | 0.078576 | 0.163918 | 0.904310 | 0.888081 |